Leaderboards/Traffic Prediction and Management Techniques

Traffic Prediction and Management Techniques

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Hangyu Zhu
Hangzhou Dianzi University
2
Mengzhang Li
Peking University
3
Maanak Gupta
Tennessee Technological University
4
Zezhi Shao
Chinese Academy of Sciences
5
Fuxian Li
Southeast University
6
Xueyan Yin
City University of Hong Kong
7
Mohamed Elassy
American University of Ras Al Khaimah
8
Jiahao Ji
Institute of Disaster Prevention
9
Ahmad Ali
Shenzhen University
10
Selim Reza
Universidade do Porto

Rising Stars Papers

1
Intelligent transportation systems for sustainable smart cities
Transportation Engineering|2024
358 cit.
2
Exploring Progress in Multivariate Time Series Forecasting: Comprehensive Benchmarking and Heterogeneity Analysis
IEEE Transactions on Knowledge and Data Engineering|2024
146 cit.
3
A Resource-Aware Multi-Graph Neural Network for Urban Traffic Flow Prediction in Multi-Access Edge Computing Systems
IEEE Transactions on Consumer Electronics|2024
119 cit.
4
An Attention-Driven Spatio-Temporal Deep Hybrid Neural Networks for Traffic Flow Prediction in Transportation Systems
IEEE Transactions on Intelligent Transportation Systems|2025
101 cit.
5
Dynamic multi-graph spatio-temporal learning for citywide traffic flow prediction in transportation systems
Chaos Solitons & Fractals|2025
68 cit.
6
Energy‐Efficient Resource Allocation for Urban Traffic Flow Prediction in Edge‐Cloud Computing
International Journal of Intelligent Systems|2025
57 cit.
7
Security in 5G Network Slices: Concerns and Opportunities
IEEE Access|2024
46 cit.
8
Attention-Driven Graph Convolutional Networks for Deadline-Constrained Virtual Machine Task Allocation in Edge Computing
IEEE Transactions on Consumer Electronics|2025
37 cit.
9
Explainable Artificial Intelligence (XAI) for Malware Analysis: A Survey of Techniques, Applications, and Open Challenges
IEEE Access|2025
32 cit.
10
ZTA-IoT: A Novel Architecture for Zero-Trust in IoT Systems and an Ensuing Usage Control Model
ACM Transactions on Privacy and Security|2024
28 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
Huaiyu Wan
Beijing Jiaotong University
2
Yuan Zhang
Beijing Municipal Ecological and Environmental Monitoring Center
3
Dekang Qi
Southwest Jiaotong University
4
Jiayun Luo
Nanyang Technological University
5
Kimihiro Mizutani
Kindai University
6
Jinghui Yuan
Oak Ridge National Laboratory
7
Teng Zhou
South China University of Technology
8
Saeed Asadi Bagloee
Swinburne University of Technology
9
Leilei Sun
Peng Cheng Laboratory
10
Zhuxi Jiang
Beijing Institute of Technology

Emerging Leaders Papers

1
Graph neural network for traffic forecasting: A survey
Expert Systems with Applications|2022
1.2k cit.
2
Adaptive Spatiotemporal Transformer Graph Network for Traffic Flow Forecasting by IoT Loop Detectors
IEEE Internet of Things Journal|2022
68 cit.
3
Traffic Flow Prediction Based on Spatiotemporal Potential Energy Fields
IEEE Transactions on Knowledge and Data Engineering|2022
67 cit.
4
Spatial-Temporal Position-Aware Graph Convolution Networks for Traffic Flow Forecasting
IEEE Transactions on Intelligent Transportation Systems|2022
64 cit.
5
Big Data for Traffic Estimation and Prediction: A Survey of Data and Tools
Applied System Innovation|2022
54 cit.
6
Spatial dynamic graph convolutional network for traffic flow forecasting
Applied Intelligence|2022
49 cit.
7
Graph2Route: A Dynamic Spatial-Temporal Graph Neural Network for Pick-up and Delivery Route Prediction
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining|2022
44 cit.
8
Using closed-circuit television cameras to analyze traffic safety at intersections based on vehicle key points detection
Accident Analysis & Prevention|2022
38 cit.
9
Self-attention-based time-variant neural networks for multi-step time series forecasting
Neural Computing and Applications|2022
37 cit.
10
Dynamic spatial aware graph transformer for spatiotemporal traffic flow forecasting
Knowledge-Based Systems|2024
36 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Fei–Yue Wang
Macau University of Science and Technology
2
Yinhai Wang
University of Washington
3
Markos Papageorgiou
University of Crete
4
Nikolas Geroliminis
Hyundai Mobis (South Korea)
5
Chengqi Zhang
Northwestern Polytechnical University
6
Mohamed Abdel‐Aty
University of Central Florida
7
Yunpeng Wang
Southern University of Science and Technology
8
Haifeng Li
Dali University
9
Zhenhui Li
Kunming Medical University
10
Hani S. Mahmassani
Northwestern University

Current Senior Leaders Papers

1
T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction
IEEE Transactions on Intelligent Transportation Systems|2019
3.2k cit.
2
Traffic Flow Prediction With Big Data: A Deep Learning Approach
IEEE Transactions on Intelligent Transportation Systems|2014
3k cit.
3
Graph WaveNet for Deep Spatial-Temporal Graph Modeling
Unknown Journal|2019
2.7k cit.
4
Long short-term memory neural network for traffic speed prediction using remote microwave sensor data
Transportation Research Part C Emerging Technologies|2015
2.1k cit.
5
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
Unknown Journal|2020
1.8k cit.
6
Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction
Sensors|2017
1.4k cit.
7
Influence of connected and autonomous vehicles on traffic flow stability and throughput
Transportation Research Part C Emerging Technologies|2016
1.4k cit.
8
Review of road traffic control strategies
Proceedings of the IEEE|2003
1.2k cit.
9
Blockchain-Enabled Smart Contracts: Architecture, Applications, and Future Trends
IEEE Transactions on Systems Man and Cybernetics Systems|2019
1.1k cit.
10
Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction
Proceedings of the AAAI Conference on Artificial Intelligence|2018
1.1k cit.

Reagents for Traffic Prediction and Management Techniques

Citation-validated products used in this field

🔥 Trending

Gaining adoption fast

⭐ Top Rated

Best all-around

Cell Signaling TechnologyEvidence 65

Histone H3 (D1H2) Rabbit Monoclonal Antibody (InTraSeq™ 3' Conjugate 3051)

#83332$434
View Evidence →
Cell Signaling TechnologyEvidence 65

Phospho-p44/42 MAPK (Erk1/2) (Thr202/Tyr204) (E10) Mouse Monoclonal Antibody (SignalFlex™ Alexa Fluor® 700 Conjugate)

#81468$486
View Evidence →
Cell Signaling TechnologyEvidence 68

HER3/ErbB3 (D22C5) Rabbit Monoclonal Antibody (PE Conjugate)

#77956$465
View Evidence →

🌟 All-Time

Most validated

Cell Signaling TechnologyEvidence 67

CIRBP (D1M8D) Rabbit Monoclonal Antibody

Cited in 7 papers
#68522$161,351
View Evidence →
Cell Signaling TechnologyEvidence 65

Whitlow/218 Linker (E3U7Q) Rabbit Monoclonal Antibody (Alexa Fluor® 647 Conjugate)

#69310$5,131,466
View Evidence →
Cell Signaling TechnologyEvidence 64

CD33 (E6V7H) Rabbit Monoclonal Antibody (BSA and Azide Free)

#53391$865
View Evidence →